from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.9.0) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.414 | 0.039 | 0.0 | 0.015 | -1 | 100 | 0.842 | 2.970 | 0.039 | 5.190 | 0.069 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.414 | 0.039 | 0.0 | 0.015 | -1 | 100 | 0.842 | 0.024 | 0.003 | 651.320 | 69.111 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.297 | 0.007 | 0.0 | 0.297 | -1 | 100 | 1.000 | 2.970 | 0.039 | 0.100 | 0.003 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.297 | 0.007 | 0.0 | 0.297 | -1 | 100 | 1.000 | 0.024 | 0.003 | 12.567 | 1.370 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.381 | 0.150 | 0.0 | 0.015 | -1 | 5 | 0.724 | 2.974 | 0.042 | 5.172 | 0.089 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.381 | 0.150 | 0.0 | 0.015 | -1 | 5 | 0.724 | 0.023 | 0.002 | 668.938 | 56.326 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.006 | 0.0 | 0.301 | -1 | 5 | 1.000 | 2.974 | 0.042 | 0.101 | 0.002 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.006 | 0.0 | 0.301 | -1 | 5 | 1.000 | 0.023 | 0.002 | 13.093 | 1.124 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.059 | 0.039 | 0.0 | 0.017 | -1 | 1 | 0.650 | 1.990 | 0.038 | 8.573 | 0.166 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.059 | 0.039 | 0.0 | 0.017 | -1 | 1 | 0.650 | 0.022 | 0.001 | 787.716 | 49.368 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.008 | 0.0 | 0.301 | -1 | 1 | 1.000 | 1.990 | 0.038 | 0.151 | 0.005 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.008 | 0.0 | 0.301 | -1 | 1 | 1.000 | 0.022 | 0.001 | 13.900 | 0.943 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.104 | 0.162 | 0.0 | 0.017 | 1 | 5 | 0.724 | 2.178 | 0.008 | 7.851 | 0.080 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.104 | 0.162 | 0.0 | 0.017 | 1 | 5 | 0.724 | 0.022 | 0.005 | 791.237 | 200.878 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.007 | 0.0 | 0.304 | 1 | 5 | 1.000 | 2.178 | 0.008 | 0.139 | 0.003 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.007 | 0.0 | 0.304 | 1 | 5 | 1.000 | 0.022 | 0.005 | 14.052 | 3.578 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.342 | 0.037 | 0.0 | 0.017 | 1 | 1 | 0.650 | 1.184 | 0.005 | 14.648 | 0.070 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.342 | 0.037 | 0.0 | 0.017 | 1 | 1 | 0.650 | 0.019 | 0.000 | 917.289 | 13.479 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.300 | 0.004 | 0.0 | 0.300 | 1 | 1 | 1.000 | 1.184 | 0.005 | 0.253 | 0.004 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.300 | 0.004 | 0.0 | 0.300 | 1 | 1 | 1.000 | 0.019 | 0.000 | 15.845 | 0.328 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.355 | 0.003 | 0.0 | 0.017 | 1 | 100 | 0.842 | 2.185 | 0.007 | 7.944 | 0.026 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.355 | 0.003 | 0.0 | 0.017 | 1 | 100 | 0.842 | 0.019 | 0.000 | 903.311 | 5.179 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.003 | 0.0 | 0.303 | 1 | 100 | 1.000 | 2.185 | 0.007 | 0.139 | 0.001 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.003 | 0.0 | 0.303 | 1 | 100 | 1.000 | 0.019 | 0.000 | 15.752 | 0.177 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.611 | 0.156 | 0.0 | 0.004 | -1 | 100 | 0.886 | 2.824 | 0.046 | 1.279 | 0.059 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.611 | 0.156 | 0.0 | 0.004 | -1 | 100 | 0.886 | 0.011 | 0.004 | 334.902 | 133.473 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.235 | 0.004 | 0.0 | 0.235 | -1 | 100 | 1.000 | 2.824 | 0.046 | 0.083 | 0.002 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.235 | 0.004 | 0.0 | 0.235 | -1 | 100 | 1.000 | 0.011 | 0.004 | 21.793 | 8.644 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.671 | 0.015 | 0.0 | 0.004 | -1 | 5 | 0.878 | 2.875 | 0.054 | 1.277 | 0.025 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.671 | 0.015 | 0.0 | 0.004 | -1 | 5 | 0.878 | 0.009 | 0.002 | 386.845 | 81.610 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.235 | 0.004 | 0.0 | 0.235 | -1 | 5 | 1.000 | 2.875 | 0.054 | 0.082 | 0.002 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.235 | 0.004 | 0.0 | 0.235 | -1 | 5 | 1.000 | 0.009 | 0.002 | 24.728 | 5.232 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.660 | 0.029 | 0.0 | 0.004 | -1 | 1 | 0.850 | 1.848 | 0.023 | 1.981 | 0.030 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.660 | 0.029 | 0.0 | 0.004 | -1 | 1 | 0.850 | 0.009 | 0.002 | 418.761 | 96.193 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.235 | 0.005 | 0.0 | 0.235 | -1 | 1 | 1.000 | 1.848 | 0.023 | 0.127 | 0.003 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.235 | 0.005 | 0.0 | 0.235 | -1 | 1 | 1.000 | 0.009 | 0.002 | 26.897 | 6.198 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.687 | 0.009 | 0.0 | 0.004 | 1 | 5 | 0.878 | 2.002 | 0.009 | 1.842 | 0.009 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.687 | 0.009 | 0.0 | 0.004 | 1 | 5 | 0.878 | 0.003 | 0.000 | 1302.299 | 83.828 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.234 | 0.003 | 0.0 | 0.234 | 1 | 5 | 1.000 | 2.002 | 0.009 | 0.117 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.234 | 0.003 | 0.0 | 0.234 | 1 | 5 | 1.000 | 0.003 | 0.000 | 82.684 | 5.451 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.675 | 0.013 | 0.0 | 0.004 | 1 | 1 | 0.850 | 1.104 | 0.010 | 3.330 | 0.032 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.675 | 0.013 | 0.0 | 0.004 | 1 | 1 | 0.850 | 0.002 | 0.000 | 2189.713 | 311.154 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.206 | 0.004 | 0.0 | 0.206 | 1 | 1 | 1.000 | 1.104 | 0.010 | 0.186 | 0.004 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.206 | 0.004 | 0.0 | 0.206 | 1 | 1 | 1.000 | 0.002 | 0.000 | 122.456 | 17.529 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.331 | 0.016 | 0.0 | 0.003 | 1 | 100 | 0.886 | 1.892 | 0.010 | 1.760 | 0.013 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.331 | 0.016 | 0.0 | 0.003 | 1 | 100 | 0.886 | 0.003 | 0.000 | 1240.632 | 100.848 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.207 | 0.004 | 0.0 | 0.207 | 1 | 100 | 1.000 | 1.892 | 0.010 | 0.109 | 0.002 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.207 | 0.004 | 0.0 | 0.207 | 1 | 100 | 1.000 | 0.003 | 0.000 | 76.953 | 6.392 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.9.0) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.699 | 0.000 | 0.0 | 0.127 | -1 | 1 | 0.956 | 0.522 | 0.021 | 242.797 | 9.991 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.699 | 0.000 | 0.0 | 0.127 | -1 | 1 | 0.956 | 0.803 | 2.400 | 157.687 | 470.946 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.541 | 0.091 | 0.0 | 2.541 | -1 | 1 | 1.000 | 0.522 | 0.021 | 4.870 | 0.266 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.541 | 0.091 | 0.0 | 2.541 | -1 | 1 | 1.000 | 0.803 | 2.400 | 3.163 | 9.447 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.391 | 0.000 | 0.0 | 0.120 | 1 | 1 | 0.956 | 0.889 | 0.009 | 135.440 | 1.314 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.391 | 0.000 | 0.0 | 0.120 | 1 | 1 | 0.956 | 0.002 | 0.001 | 70112.657 | 21209.373 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.269 | 0.127 | 0.0 | 2.269 | 1 | 1 | 1.000 | 0.889 | 0.009 | 2.553 | 0.145 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.269 | 0.127 | 0.0 | 2.269 | 1 | 1 | 1.000 | 0.002 | 0.001 | 1321.536 | 406.514 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.894 | 0.000 | 0.0 | 0.126 | -1 | 5 | 0.978 | 0.967 | 0.010 | 130.233 | 1.323 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.894 | 0.000 | 0.0 | 0.126 | -1 | 5 | 0.978 | 0.005 | 0.001 | 24096.853 | 4903.738 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.546 | 0.104 | 0.0 | 2.546 | -1 | 5 | 1.000 | 0.967 | 0.010 | 2.634 | 0.111 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.546 | 0.104 | 0.0 | 2.546 | -1 | 5 | 1.000 | 0.005 | 0.001 | 487.275 | 101.133 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 142.829 | 0.000 | 0.0 | 0.143 | 1 | 5 | 0.978 | 1.722 | 0.021 | 82.963 | 1.012 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 142.829 | 0.000 | 0.0 | 0.143 | 1 | 5 | 0.978 | 0.003 | 0.001 | 46358.164 | 14284.711 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.546 | 0.108 | 0.0 | 2.546 | 1 | 5 | 1.000 | 1.722 | 0.021 | 1.479 | 0.065 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.546 | 0.108 | 0.0 | 2.546 | 1 | 5 | 1.000 | 0.003 | 0.001 | 826.326 | 257.041 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 142.740 | 0.000 | 0.0 | 0.143 | 1 | 100 | 0.978 | 5.799 | 0.028 | 24.616 | 0.118 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 142.740 | 0.000 | 0.0 | 0.143 | 1 | 100 | 0.978 | 0.010 | 0.001 | 13941.002 | 1709.072 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.538 | 0.059 | 0.0 | 2.538 | 1 | 100 | 1.000 | 5.799 | 0.028 | 0.438 | 0.010 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.538 | 0.059 | 0.0 | 2.538 | 1 | 100 | 1.000 | 0.010 | 0.001 | 247.898 | 30.926 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 146.033 | 0.000 | 0.0 | 0.146 | -1 | 100 | 0.978 | 3.286 | 0.026 | 44.436 | 0.351 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 146.033 | 0.000 | 0.0 | 0.146 | -1 | 100 | 0.978 | 0.014 | 0.002 | 10221.972 | 1326.144 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.567 | 0.125 | 0.0 | 2.567 | -1 | 100 | 1.000 | 3.286 | 0.026 | 0.781 | 0.038 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.567 | 0.125 | 0.0 | 2.567 | -1 | 100 | 1.000 | 0.014 | 0.002 | 179.699 | 24.890 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.894 | 0.021 | 0.001 | 1.817 | 0.051 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.894 | 0.002 | 0.000 | 18.020 | 3.591 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.021 | 0.001 | 0.242 | 0.010 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.399 | 0.483 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.894 | 0.018 | 0.000 | 2.100 | 0.032 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.894 | 0.001 | 0.000 | 64.443 | 17.937 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.018 | 0.000 | 0.283 | 0.015 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.670 | 2.453 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.923 | 0.022 | 0.001 | 1.811 | 0.104 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.923 | 0.002 | 0.000 | 18.958 | 4.073 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.022 | 0.001 | 0.239 | 0.017 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.506 | 0.549 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.923 | 0.019 | 0.000 | 2.013 | 0.028 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.923 | 0.001 | 0.000 | 64.577 | 17.894 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.019 | 0.000 | 0.265 | 0.009 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.487 | 2.365 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.901 | 0.033 | 0.000 | 1.875 | 0.014 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.901 | 0.001 | 0.000 | 99.694 | 28.102 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.033 | 0.000 | 0.159 | 0.012 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.468 | 2.468 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.901 | 0.035 | 0.000 | 1.748 | 0.018 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.901 | 0.002 | 0.000 | 27.237 | 3.874 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.035 | 0.000 | 0.149 | 0.005 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.000 | 2.321 | 0.338 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.9.0) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.476 | 0.014 | 0.002 | 0.000 | 0.804 | 0.107 | 0.000 | 4.437 | 0.132 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.476 | 0.014 | 0.002 | 0.000 | 0.804 | 0.019 | 0.001 | 25.566 | 1.835 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.392 | 0.009 | 0.000 | 0.392 | 1.000 | 0.107 | 0.000 | 3.652 | 0.089 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.392 | 0.009 | 0.000 | 0.392 | 1.000 | 0.019 | 0.001 | 21.039 | 1.467 | See | See |